{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准备模型(可以用ATC的命令行转也可以用MindStudio调用ATC转换）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0_BatchMatMul_0_0_1_1_1024_1024_0_0_1_1_1024_27648_0_0_1_1_1024_27648.om\r\n",
      "0_BatchMatMul_0_0_1_1_1024_1024_0_0_1_1_1024_3072_0_0_1_1_1024_3072.om\r\n",
      "\u001b[0m\u001b[01;32mhifill_34.om\u001b[0m*\r\n",
      "hifill.om\r\n",
      "\u001b[01;32mmatmul_paint_3072.om\u001b[0m*\r\n",
      "\u001b[01;32mmatmul_paint.om\u001b[0m*\r\n",
      "\u001b[01;32mmatmultst.om\u001b[0m*\r\n"
     ]
    }
   ],
   "source": [
    "ls ./model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入numpy和opencv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import time"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读入要处理的数据，原始图片以及mask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "raw_img = cv2.imread('./data/testset/20.jpg') \n",
    "raw_mask = cv2.imread('./mask/maskset/20.jpg') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "(3456, 5184, 3)\n",
      "<class 'numpy.ndarray'>\n",
      "(3456, 5184, 3)\n"
     ]
    }
   ],
   "source": [
    "print(type(raw_img))\n",
    "print(raw_img.shape)\n",
    "print(type(raw_mask))\n",
    "print(raw_mask.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 高清原始图(4000x6000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4371decc88>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "plt.imshow(raw_img)\n",
    "# cv2.imshow('raw_img', raw_img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## mask也是一样的大小，以0或者1表示图片中需要修复的部分"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4371be4080>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(raw_mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 定义输出路径，模型文件等变量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "OUTPUT_DIR = './out/'\n",
    "MODEL_PATH = \"./model/hifill_34.om\"\n",
    "MODEL_MATMUL_PATH = \"./model/matmul_paint_3072.om\"\n",
    "#MODEL_MATMUL_PATH = \"./model/matmultst.om\"\n",
    "# 模型输入图像的尺寸\n",
    "MODEL_WIDTH = 512\n",
    "MODEL_HEIGHT = 512\n",
    "\n",
    "INPUT_SIZE = 512\n",
    "# 将图像划分成32*32的网格，然后去计算注意力矩阵\n",
    "ATTENTION_SIZE = 32 \n",
    "\n",
    "# \n",
    "MULTIPLE = 6\n",
    "\n",
    "# 模型输入需要时float32类型的数据\n",
    "NPTYPE_FLOAT32 = np.float32"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 对原始大图进行下采样, 先将原始大图缩放（线性插值）到3072 x 3072，再下采样到512 x 512\n",
    "## 下采样方法：自定义的分块平均法（6x6）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract image patches\n",
    "def extract_image_patches(img, multiple):\n",
    "    # (6*512  6*512  3)\n",
    "    h, w, c = img.shape\n",
    "    # (512  6 512 6 3)\n",
    "    img = np.reshape(img, [h//multiple, multiple, w//multiple, multiple, c])\n",
    "    # (512  512 6 6 3)\n",
    "    img = np.transpose(img, [0,2,1,3,4])\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def resize_ave(img, MULTIPLE):\n",
    "    img = img.astype(NPTYPE_FLOAT32)\n",
    "    img_patches = extract_image_patches(img, MULTIPLE)\n",
    "    # (512 512 3)\n",
    "    img = np.mean(img_patches, axis=(2,3))\n",
    "    return img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pre_process(raw_img, raw_mask):\n",
    "    raw_mask = raw_mask.astype(NPTYPE_FLOAT32) / 255.\n",
    "    raw_img = raw_img.astype(NPTYPE_FLOAT32)\n",
    "\n",
    "    # resize raw image & mask to desinated size,(6*512  6*512)\n",
    "    large_img = cv2.resize(raw_img,  (MULTIPLE * INPUT_SIZE, MULTIPLE * INPUT_SIZE), interpolation = cv2.INTER_LINEAR)\n",
    "    large_mask = cv2.resize(raw_mask, (MULTIPLE * INPUT_SIZE, MULTIPLE * INPUT_SIZE), interpolation = cv2.INTER_NEAREST)\n",
    "    \n",
    "    # down-sample large image & mask to 512x512\n",
    "    # 这里用到的是自定义的下采样方法（每6x6个像素做平均）\n",
    "    small_img = resize_ave(large_img, MULTIPLE)\n",
    "    small_mask = cv2.resize(raw_mask, (INPUT_SIZE, INPUT_SIZE), interpolation = cv2.INTER_NEAREST)\n",
    "    \n",
    "    # set hole region to 1. and backgroun to 0.\n",
    "    small_mask = 1. - small_mask\n",
    "    \n",
    "    small_img = np.ascontiguousarray(small_img)\n",
    "    \n",
    "    return large_img, large_mask, small_img, small_mask"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## img_large: 3072x3072,  mask_large: 3072*3072\n",
    "## img_512和mask_512: 模型的输入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_large, mask_large, img_512, mask_512 = pre_process(raw_img, raw_mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.float32'>\n"
     ]
    }
   ],
   "source": [
    "print(type(img_large[1][1][1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4371b32cf8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_large.astype(np.uint8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4371aa8518>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask_large)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f4371a8e748>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_512.astype(np.uint8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512, 3)\n",
      "[0. 0. 0.]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(mask_512)\n",
    "print(mask_512.shape)\n",
    "print(mask_512[1][1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 对mask进行一个处理，改成灰度图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask_512_hwc = mask_512[:,:,0:1]\n",
    "mask_512_hwc = mask_512_hwc.transpose(2,0,1).copy()  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 512, 512)\n"
     ]
    }
   ],
   "source": [
    "print(mask_512_hwc.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 接下来开始申请计算资源，加载模型，进行推理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "import acl\n",
    "\n",
    "atlas_path = \"/home/HwHiAiUser/mhc/paintfix_python/atlas_utils\"\n",
    "sys.path.append(atlas_path)\n",
    "\n",
    "from atlas_utils.constants import *\n",
    "from atlas_utils.utils import *\n",
    "\n",
    "from acl_model import Model\n",
    "\n",
    "acl.init()\n",
    "ret = acl.init()\n",
    "ret = acl.rt.set_device(0)\n",
    "\n",
    "# 可以显示的创建context，stream，也可以不创建，使用默认的。\n",
    "# context, ret = acl.rt.create_context(0)\n",
    "# stream, ret = acl.rt.create_stream()\n",
    "\n",
    "run_mode, ret = acl.rt.get_run_mode()\n",
    "print(run_mode)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载模型并初始化模型所需要的资源"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "load model  ./model/hifill_34.om\n",
      "Init model resource\n",
      "[Model] create model output dataset:\n",
      "[Model] create model output dataset success\n",
      "[Model] class Model init resource stage success\n"
     ]
    }
   ],
   "source": [
    "model = Model(run_mode, MODEL_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 执行推理，得到三个输出：修复了mask部分后的图像；切分成32x32个小块后，小块与小块之间的关联矩阵（注意力矩阵）；新的mask(对边缘做了处理使得结果更平滑）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "acl.mdl.execute exhaust  0:00:00.118077\n"
     ]
    }
   ],
   "source": [
    "resultList  = model.execute([img_512, mask_512_hwc])        \n",
    "inpainted_512 = resultList[0]  \n",
    "attention = resultList[1]\n",
    "mask_512_new = resultList[2] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "(1, 512, 512, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f43af785080>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(type(inpainted_512))\n",
    "print(inpainted_512.shape)\n",
    "plt.imshow(inpainted_512[0].astype(np.uint8))  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "(1, 32, 32, 1024)\n"
     ]
    }
   ],
   "source": [
    "print(type(attention))\n",
    "print(attention.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "(1, 512, 512, 1)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f43af764588>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQYAAAD8CAYAAACVSwr3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAURklEQVR4nO3de4yV9Z3H8fd3ZoDhJsOA4mSgjBYKNe16mxSKdr1bRIu2MZaJVdJQaSzbeksM3U1MTDfp1k2qtqVaUsnSbUGhtd4KW+/K/qE4yB13YNhSLhEJlwENket3/zg/3CM/cM7MnOc8z5nzeSW/8Ht+z3Oe8z3M8OG5H3N3RETyVaVdgIhkj4JBRCIKBhGJKBhEJKJgEJGIgkFEIokEg5lNNrM2M2s3s9lJvIeIJMeKfR2DmVUDG4FrgO3AO0CLu28o6huJSGKS2GL4CtDu7v/r7oeBJ4EbE3gfEUlITQLrbAS25U1vByZ81gvMTJdfiiRvt7ufWciCSQRDQcxsJjAzrfcXqUB/L3TBJIJhBzAqb3pkGPsUd58LzAVtMYhkTRLHGN4BxprZOWbWF5gGPJfA+4hIQoq+xeDuR83sn4C/AtXAPHdfX+z3EZHkFP10ZbeK0K6ESCmscPfmQhbUlY8iElEwiEhEwSAiEQWDiEQUDCISUTCISETBICIRBYOIRBQMIhJRMIhIRMEgIhEFg4hEFAwiElEwiEhEwSAiEQWDiEQUDCISUTCISETBICIRBYOIRBQMIhJRMIhIRMEgIhEFg4hEFAwiElEwiEhEwSAiEQWDiEQUDCISUTCISETBICIRBYOIRBQMIhJRMIhIpNNgMLN5ZrbLzNbljdWb2Utmtin8OTSMm5n9wszazWyNmV2UZPEikoxCthj+A5h80ths4BV3Hwu8EqYBrgPGhjYTeKw4ZYpIKXUaDO7+JrD3pOEbgfmhPx+4KW/8d57zFlBnZg1FqlVESqS7xxhGuPv7ob8TGBH6jcC2vOW2h7GImc00s1Yza+1mDSKSkB4ffHR3B7wbr5vr7s3u3tzTGiSnX79+3HLLLSxZsoRnnnmG6667jurq6rTLknLk7p02oAlYlzfdBjSEfgPQFvq/AVpOtVwn63e1nrVx48b5vHnz/OjRo37CoUOH/OGHH/bJkye7maVeo1rqrbWQf+/uTneD4d+B2aE/G3go9K8HlgIGTASWF7j+tP/Cyrr17dvXn3/+eT+djo4Onzdvno8bNy71WtVSbcULBmAh8D5whNwxgxnAMHJnIzYBLwP1YVkD5gCbgbVAs4Ih+XbVVVf5oUOHThsMJ8yZM0dbDpXdirvFkHTLwF9Y2bZ+/fp95tZCvj179nhTU1PqNaul1goOBl35WOYmTZrElVdeWdCyQ4YM4eqrr064IukNFAxlrqmpiQEDBhS0bHV1Needd17CFUlvoGCoMDfccAODBw9OuwzJOAVDhRk0aBBVVfqxy2fTb4iIRBQMZa6ruwWDBw9m4sSJCVUjvUbapyp1urJ7rba21h988EH/4IMPCjpVme+tt97yqqqq1D+DWslbwacra5CyU1NTw0MPPcSsWbO6dbzg7LPP5qyzzmLnzp0JVCe9gXYlytDw4cO5+eabu30QcfTo0XzhC18oclXSmygYykxdXR2PP/44Z599do/Wc/vtt9PU1FScoqT3Sfv4go4xFN7MzH/5y192+ZjC6SxevNgHDBiQ+udSK1nTJdG90dSpU5k+fXrR1vetb32L73znO0Vbn/QeCoYy0b9/f+67776iXrVYVVXFXXfdRV1dXdHWKb2DgqFMTJ48OZHrD774xS8yfvz4oq9XypuCoUzceeed9OnTJ+0ypEIoGMrAmDFjuPjii9MuQyqIgqEMXHbZZQwdOjTtMqSCKBjKwKWXXoqZpV2GVBAFQ8bV1tbS0KDv7JHSUjBkXGNjI5MmTUq7DKkwCoaMmzp1qp64JCWnYMiwqqoqxo0bl3YZUoEUDBnWr18/PdVZUqFgqHBbtmzhb3/7W9plSMYoGDJs4sSJNDae8svCi2b37t3s2rUr0feQ8qNgyLD6+npqa2vTLkMqkIJBRCIKBhGJKBgyrK2tjb1796ZdhlQgBUOGbd68mX379iX6HuHReiKfomDIsKNHj7Jx48bE1u/uLFy4UOEgEQVDhh05coRHHnmEQ4cOJbL+nTt3smDBgkTWLeVNwZBx7777Llu3bk1k3ceOHePjjz9OZN1S3joNBjMbZWavmdkGM1tvZneF8Xoze8nMNoU/h4ZxM7NfmFm7ma0xs4uS/hC92e7du2lpaWHLli1plyIVpJAthqPAfe5+HjARmGVm5wGzgVfcfSzwSpgGuA4YG9pM4LGiV11hVqxYwTe/+U0WLFjAgQMH0i5HKkE3vhzmWeAaoA1oCGMNQFvo/wZoyVv+k+X0hTM9a9XV1X7rrbcW7Qtntm3b5meccUbqn0utZC2ZL5wxsybgQuBtYIS7vx9m7QRGhH4jsC3vZdvDmPTQsWPH2Lx5s84iSOIK/rZrMxsE/Am4290P5D+D0N3dzLr022pmM8ntakhKli9froOPckoFbTGYWR9yofAHd386DH9gZg1hfgNw4ha9HcCovJePDGOf4u5z3b3Z3Zu7W7z0zPr16zl8+HDaZUgGFXJWwoAngPfc/ed5s54Dpof+dHLHHk6M3x7OTkwE9uftckhGfPzxxzz99NOdLygVqZBdiUuA24C1ZrYqjP0z8G/AIjObAfwduCXMWwJMAdqBg8B3i1mwFIe76wyHnFanweDu/w2c7ksNrjrF8g7M6mFdIpIiXfkoIhEFg4hEFAwiElEwVKhNmzYl/qwHKV8KhjJTrKse58yZo2CQ01IwlJkNGzawZs2aHq1j3bp1LFq0qEgVSW+kYCgzH374IXfffTcbN27s1tbDzp07ueeee+jo6Ch+cdJrFHyvhGTH66+/ziWXXMIVV1xBTU3uR9jS0sI3vvGNTl+7cOFCXn755aRLlDKnYChTu3fvZvHixZ9M79ixg+uvv56qqs/eCDx69GjSpUkvoF2JXqK1tZXly5enXYb0EgqGXuLgwYP8/ve/73S5q6++mtGjR5egIilnCoZepJDdhAsvvJApU6aUoBopZwqGCtTS0tLpsQipbPrtqEADBw5MuwTJOAWDiEQUDCISUTD0IsuWLSvo27H/8pe/cPz48RJUJOVKwdCLtLW1ce+99/KrX/2K7du3n3KZvXv36spH6ZRl4TsKuvroeelcc3MzEyZMiMY3bNjA66+/ru+mqEwrCn0qu4JBpHIUHAzalRCRiIJBRCIKBhGJKBhEJKJgEJGIgkFEIgoGEYkoGEQkomAQkYiCQUQiCgYRiSgYRCSiYBCRiIJBRCKdBoOZ1ZrZcjNbbWbrzezBMH6Omb1tZu1m9pSZ9Q3j/cJ0e5jflPBnEJEiK2SL4RBwpbufD1wATDazicDPgIfdfQywD5gRlp8B7AvjD4flRKSMdBoMnvNRmOwTmgNXAn8M4/OBm0L/xjBNmH+VmVmxChaR5BV0jMHMqs1sFbALeAnYDHS4+4mvPtoONIZ+I7ANIMzfDww7xTpnmlmrmbX26BOISNEVFAzufszdLwBGAl8Bxvf0jd19rrs3F/qoKREpnS6dlXD3DuA14KtAnZnVhFkjgR2hvwMYBRDmDwH2FKNYESmNQs5KnGlmdaHfH7gGeI9cQNwcFpsOPBv6z4VpwvxXPQtPnBWRgtV0vggNwHwzqyYXJIvc/QUz2wA8aWb/CqwEngjLPwH8p5m1A3uBaQnULSIJ0uPjRSqHHh8vIt2nYBCRiIJBRCIKBhGJKBhEJKJgEJGIgkFEIgoGEYkoGEQkomAQkYiCQUQiCgYRiSgYRCSiYBCRiIJBRCIKBhGJKBhEJKJgEJGIgkFEIgoGEYkoGEQkomAQkYiCQUQiCgYRiSgYRCSiYBCRiIJBRCIKBhGJKBhEJFKTdgGSLQMHDuTaa6/lggsu+GTs+eefp7W1Nb2ipPTcPfUGuFo6zczczLy2ttYfeOABX7ZsmR8+fNjzbdu2ze+//37v06dP6vWq9ai1FvxvMu1QUDCk1y677DJftmyZL1++3FetWuXHjh3z0zly5IjPmDEj9ZrVetQUDGqf3Wpra33t2rWnDYJTWb16tQ8ZMiT12tW63QoOhoIPPppZtZmtNLMXwvQ5Zva2mbWb2VNm1jeM9wvT7WF+U6HvIaXT3NxMU1NTl17z5S9/mZ/85CfJFCSZ0pWzEncB7+VN/wx42N3HAPuAGWF8BrAvjD8clpOMaWhoYNCgQV16jZlx+eWXU1dXl0xRkhkFBYOZjQSuB34bpg24EvhjWGQ+cFPo3ximCfOvCstLLzB+/HgaGxvTLkMSVugWwyPA/cDxMD0M6HD3o2F6O3Dit6UR2AYQ5u8Py3+Kmc00s1Yz03mwMlJTU8PkyZPTLkMS1mkwmNkNwC53X1HMN3b3ue7e7O7NxVyvFObw4cMcP3688wVPYmZcc801nHHGGQlUJVlRyBbDJcBUM9sCPEluF+JRoM7MTlwgNRLYEfo7gFEAYf4QYE8Ra5YieO2111i3bl23Xnvttdcyc+bMIlckmdLF04qXAy+E/mJgWug/Dvwg9GcBj4f+NGCRTldms7W0tPjSpUt95cqVXTpt6e7e0dHhzc3NqX8GtS61ZK5j4NPBcC6wHGgnFxL9wnhtmG4P889VMGS7jRgxwjdv3tzlcFi4cKFXV1enXr9awU0XOKl1rf30pz/tcjB8+OGHPmbMmNRrVyu4Ff8CJ+ndDh061OXX9OnTh+rq6gSqkbQpGEQkomAQqqqqGDYsutREKpiCQfj617/O9773vbTLkAxRMAg//OEPqa2t7fLrzIyBAwcmUJGkTcFQ4SZMmMDFF1/crdf27duXRx99lJEjRxa5Kkld2qcqdboyvTZp0iTfunVrl09Tnmzp0qVeVVWV+udR67QVfLpSz3ysQPX19Zx//vnMnz+fUaNG9Xh9o0ePpra2loMHDxahOskC7UpUkPr6eu68807eeOMNlixZUpRQABg3bhzNzboXrjfRFkOFqKqq4te//jXf/va3E1n3tGnTePPNN4u+bkmHthgqxG233cbUqVMTW//XvvY16uvrE1u/lJaCoQLU1dVxzz330L9//8TeY8yYMQwdOjSx9UtpKRgqwNSpU/nSl76UdhlSRhQMFWDYsGGJ3+zU1tbGnj16Hk9voWCQonjjjTfo6OhIuwwpEp2VkB5xd1599VXmzJmTdilSRAqGCnDgwAGOHz9OVVVxNxDdncWLF/P9739fWwu9jHYlKsCSJUvYt29fUdd54MABZs2axR133KFQ6IUUDBVg165dvPjii0Vb3/79+7njjjt47LHHOHDgQNHWK9mhYKgAx44dY8uWLUVb149+9CMWL15clPVJNlm4uzHdIszSL6KX+/znP8+bb77J8OHDe7SeZ555hhkzZvDRRx8VqTIpoRVe4Bc8KRgqyOc+9zkGDBjQo3Vs375doVC+Cg4GnZWoIFu3bk27BCkTOsYgIhEFg4hEFAwiElEwiEhEwSAiEQWDiEQUDCISUTCISETBICIRBYOIRBQMIhIpKBjMbIuZrTWzVWbWGsbqzewlM9sU/hwaxs3MfmFm7Wa2xswuSvIDiEjxdWWL4Qp3vyDv7qzZwCvuPhZ4JUwDXAeMDW0m8FixihWR0ujJrsSNwPzQnw/clDf+u/BFyG8BdWbW0IP3EZESKzQYHHjRzFaY2cwwNsLd3w/9ncCI0G8EtuW9dnsY+xQzm2lmrSd2TUQkOwp9HsOl7r7DzM4CXjKz/8mf6e7e1YetuPtcYC7oQS0iWVPQFoO77wh/7gL+DHwF+ODELkL4c1dYfAeQ//3qI8OYiJSJToPBzAaa2eATfeBaYB3wHDA9LDYdeDb0nwNuD2cnJgL783Y5RKQMFLIrMQL4s5mdWH6Bu/+Xmb0DLDKzGcDfgVvC8kuAKUA7cBD4btGrFpFEZeVhsB8CbWnXUaDhwO60iyhAudQJ5VNrudQJp651tLufWciLs/Iw2LZCn16bNjNrLYday6VOKJ9ay6VO6HmtuiRaRCIKBhGJZCUY5qZdQBeUS63lUieUT63lUif0sNZMHHwUkWzJyhaDiGRI6sFgZpPNrC3cpj2781ckWss8M9tlZuvyxjJ5e7mZjTKz18xsg5mtN7O7slivmdWa2XIzWx3qfDCMn2Nmb4d6njKzvmG8X5huD/ObSlFnXr3VZrbSzF7IeJ3JPgrB3VNrQDWwGTgX6AusBs5LsZ5/BC4C1uWNPQTMDv3ZwM9CfwqwFDBgIvB2iWttAC4K/cHARuC8rNUb3m9Q6PcB3g7vvwiYFsYfB+4M/R8Aj4f+NOCpEv+93gssAF4I01mtcwsw/KSxov3sS/ZBTvPhvgr8NW/6x8CPU66p6aRgaAMaQr+B3DUXAL8BWk61XEp1Pwtck+V6gQHAu8AEchff1Jz8ewD8Ffhq6NeE5axE9Y0k92yRK4EXwj+kzNUZ3vNUwVC0n33auxIF3aKdsh7dXl4KYTP2QnL/G2eu3rB5vorcjXYvkdtK7HD3o6eo5ZM6w/z9wLBS1Ak8AtwPHA/TwzJaJyTwKIR8WbnysSy4d/328qSZ2SDgT8Dd7n4g3NMCZKdedz8GXGBmdeTuzh2fbkUxM7sB2OXuK8zs8pTLKUTRH4WQL+0thnK4RTuzt5ebWR9yofAHd386DGe2XnfvAF4jt0leZ2Yn/mPKr+WTOsP8IcCeEpR3CTDVzLYAT5LbnXg0g3UCyT8KIe1geAcYG4789iV3EOe5lGs6WSZvL7fcpsETwHvu/vOs1mtmZ4YtBcysP7njIO+RC4ibT1PnifpvBl71sGOcJHf/sbuPdPcmcr+Hr7r7rVmrE0r0KIRSHSz5jIMoU8gdUd8M/EvKtSwE3geOkNsPm0Fuv/EVYBPwMlAfljVgTqh7LdBc4lovJbefuQZYFdqUrNUL/AOwMtS5DnggjJ8LLCd3e/5ioF8Yrw3T7WH+uSn8HlzO/5+VyFydoabVoa0/8e+mmD97XfkoIpG0dyVEJIMUDCISUTCISETBICIRBYOIRBQMIhJRMIhIRMEgIpH/Azk7OUx/7MRvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(type(mask_512_new))\n",
    "print(mask_512_new.shape)\n",
    "plt.imshow(mask_512_new[0].astype(np.uint8),cmap='gray')  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加载矩阵乘模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "load model  ./model/matmul_paint_3072.om\n",
      "Init model resource\n",
      "[Model] create model output dataset:\n",
      "[Model] create model output dataset success\n",
      "[Model] class Model init resource stage success\n"
     ]
    }
   ],
   "source": [
    "matmul_model = Model(run_mode,MODEL_MATMUL_PATH)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 矩阵乘执行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def matmul_om(matmul_model,attention,residual):\n",
    "    attention_reshape = attention.reshape(1024,1024)\n",
    "    print(\"print(attention_reshape.shape)\",attention_reshape.shape)\n",
    "    residual_reshape = residual.reshape(1024,3072*9)\n",
    "    result = []\n",
    "    matmul_tmp = []\n",
    "    for i in range(9):\n",
    "        resi = residual_reshape[:,i*3072:(i+1)*3072]\n",
    "        resi_tmp = resi.copy()\n",
    "        matmul_ret = matmul_model.execute([attention_reshape,resi_tmp])\n",
    "        tmp = matmul_ret[0]\n",
    "        result.append(tmp.reshape(1024,3072))\n",
    "        #result.append(copy.deepcopy(tmp.reshape(1024,3072)))\n",
    "    return np.hstack(result).reshape(ATTENTION_SIZE,ATTENTION_SIZE,3072*9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 重建残差，其实就是reshape后再转置回去，3072*3072*3\n",
    "def reconstruct_residual_from_patches(residual, multiple):\n",
    "    residual = np.reshape(residual, [ATTENTION_SIZE, ATTENTION_SIZE, multiple, multiple, 3])\n",
    "    residual = np.transpose(residual, [0,2,1,3,4])\n",
    "    return np.reshape(residual, [ATTENTION_SIZE * multiple, ATTENTION_SIZE * multiple, 3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 残差聚合，通过关联矩阵，对残差进行修复"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "def residual_aggregate(model,residual, attention):\n",
    "    # residual： 3072*3072*3，MULTIPLE * INPUT_SIZE//ATTENTION_SIZE： 96 \n",
    "    # 将大图也按照32*32划分成小块（每96*96个像素为一个小块） 结果：（32 32 96 96 3）\n",
    "    residual = extract_image_patches(residual, MULTIPLE * INPUT_SIZE//ATTENTION_SIZE)\n",
    "    \n",
    "    # 结果：（1024，96*96*3），相当于是对于每个patch，将（96*96*3）展开，变成一个很宽的大矩阵！\n",
    "    residual = np.reshape(residual, [1, residual.shape[0] * residual.shape[1], -1])\n",
    "    \n",
    "    # 将注意力矩阵与残差相乘，得到残差的修复图（特别是mask内的部分：每个像素都被背景给填充上了）\n",
    "    residual = matmul_om(model,attention,residual)\n",
    "    #residual = np.matmul(attention, residual)\n",
    "    residual = reconstruct_residual_from_patches(residual, MULTIPLE * INPUT_SIZE//ATTENTION_SIZE)\n",
    "    return residual"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 后处理，对GAN网络生成的结果，对残差进行修复，得到mask内的清晰图片，叠加到原图中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "def post_process(model,raw_img, large_img, large_mask, inpainted_512, img_512, mask_512, attention):\n",
    "    # compute the raw residual map\n",
    "    s = time.time()\n",
    "    h, w, c = raw_img.shape\n",
    "    # inpainted_512 inference result.\n",
    "    # low_base = cv2.resize(inpainted_512.astype(NPTYPE_FLOAT32), (INPUT_SIZE * MULTIPLE, INPUT_SIZE * MULTIPLE), interpolation = cv2.INTER_LINEAR) \n",
    "    # img_512 preprocess result.\n",
    "    low_large = cv2.resize(img_512.astype(NPTYPE_FLOAT32), (INPUT_SIZE * MULTIPLE, INPUT_SIZE * MULTIPLE), interpolation = cv2.INTER_LINEAR)\n",
    "    residual = (large_img - low_large) * large_mask\n",
    "\n",
    "    \n",
    "    print('post_process before time', time.time() - s)\n",
    "    # reconstruct residual map using residual aggregation module\n",
    "    residual = residual_aggregate(model,residual, attention)\n",
    "    print('post_process residual_aggregate time', time.time() - s)\n",
    "    # compute large inpainted result\n",
    "    # inpainted_512 inference result.\n",
    "    low_base = cv2.resize(inpainted_512.astype(NPTYPE_FLOAT32), (INPUT_SIZE * MULTIPLE, INPUT_SIZE * MULTIPLE), interpolation = cv2.INTER_LINEAR) \n",
    "    res_large = low_base + residual\n",
    "    res_large = np.clip(res_large, 0., 255.)\n",
    "\n",
    "    # resize large inpainted result to raw size\n",
    "    res_raw = cv2.resize(res_large, (w, h), interpolation = cv2.INTER_LINEAR)\n",
    "    \n",
    "    # paste the hole region to the original raw image\n",
    "    mask = cv2.resize(mask_512.astype(NPTYPE_FLOAT32), (w, h), interpolation = cv2.INTER_LINEAR)\n",
    "    mask = np.expand_dims(mask, axis=2)\n",
    "    \n",
    "    res_raw = res_raw * mask + raw_img * (1. - mask)\n",
    "    return res_raw.astype(np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'acl_model.Model'>\n"
     ]
    }
   ],
   "source": [
    "print(type(matmul_model))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "post_process before time 0.10068225860595703\n",
      "print(attention_reshape.shape) (1024, 1024)\n",
      "acl.mdl.execute exhaust  0:00:00.003385\n",
      "acl.mdl.execute exhaust  0:00:00.003208\n",
      "acl.mdl.execute exhaust  0:00:00.003191\n",
      "acl.mdl.execute exhaust  0:00:00.003116\n",
      "acl.mdl.execute exhaust  0:00:00.003124\n",
      "acl.mdl.execute exhaust  0:00:00.003133\n",
      "acl.mdl.execute exhaust  0:00:00.003166\n",
      "acl.mdl.execute exhaust  0:00:00.003140\n",
      "acl.mdl.execute exhaust  0:00:00.003148\n",
      "post_process residual_aggregate time 0.4358692169189453\n",
      "processing time 1.510563611984253\n"
     ]
    }
   ],
   "source": [
    "s = time.time()\n",
    "res_raw_size = post_process(matmul_model,raw_img, img_large, mask_large, inpainted_512[0], img_512, mask_512_new[0], attention[0])\n",
    "filename = './out/outpaint_20.jpg'\n",
    "cv2.imwrite(filename , res_raw_size)\n",
    "print('processing time', time.time() - s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3456, 5184, 3)\n"
     ]
    }
   ],
   "source": [
    "print(res_raw_size.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model start release...\n",
      "Model release source success\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.destroy()\n",
    "acl.rt.reset_device(0)\n",
    "acl.finalize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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